{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "product='pacifier'#hair_dryer microwave pacifier\n",
    "df = pd.read_csv('cleaned_'+product+'.csv', header=0,index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "   product_parent                             product_title  star_rating  \\\n0       572944212  mary meyer wubbanub plush pacifier, lamb          5.0   \n1       911821018             wubbanub lamb infant pacifier          5.0   \n2       392768822        wubbanub infant pacifier - giraffe          5.0   \n3       392768822        wubbanub infant pacifier - giraffe          5.0   \n4       911821018             wubbanub lamb infant pacifier          5.0   \n\n   helpful_votes  total_votes  vine  verified_purchase review_headline  \\\n0            0.0          0.0   0.0                1.0      Love this!   \n1            0.0          0.0   0.0                1.0          Love 💕   \n2            0.0          0.0   0.0                1.0      Five Stars   \n3            0.0          0.0   0.0                1.0      Five Stars   \n4            0.0          0.0   0.0                1.0      Five Stars   \n\n                                         review_body review_date  \\\n0  Perfect match for the Gund Huggybuddy I bought...  2015-08-31   \n1         My little girl love this paci contraption!  2015-08-31   \n2  My son loves this one and will only sleep if h...  2015-08-31   \n3                                            Perfect  2015-08-31   \n4                   Amazing addition to the nursery!  2015-08-31   \n\n   helpful_rate                               review_headline_body senti  \n0           0.0  Love this!Perfect match for the Gund Huggybudd...   pos  \n1           0.0   Love 💕My little girl love this paci contraption!   pos  \n2           0.0  Five StarsMy son loves this one and will only ...   pos  \n3           0.0                                  Five StarsPerfect   pos  \n4           0.0         Five StarsAmazing addition to the nursery!   pos  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>product_parent</th>\n      <th>product_title</th>\n      <th>star_rating</th>\n      <th>helpful_votes</th>\n      <th>total_votes</th>\n      <th>vine</th>\n      <th>verified_purchase</th>\n      <th>review_headline</th>\n      <th>review_body</th>\n      <th>review_date</th>\n      <th>helpful_rate</th>\n      <th>review_headline_body</th>\n      <th>senti</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>572944212</td>\n      <td>mary meyer wubbanub plush pacifier, lamb</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Love this!</td>\n      <td>Perfect match for the Gund Huggybuddy I bought...</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Love this!Perfect match for the Gund Huggybudd...</td>\n      <td>pos</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>911821018</td>\n      <td>wubbanub lamb infant pacifier</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Love 💕</td>\n      <td>My little girl love this paci contraption!</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Love 💕My little girl love this paci contraption!</td>\n      <td>pos</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>392768822</td>\n      <td>wubbanub infant pacifier - giraffe</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Five Stars</td>\n      <td>My son loves this one and will only sleep if h...</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Five StarsMy son loves this one and will only ...</td>\n      <td>pos</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>392768822</td>\n      <td>wubbanub infant pacifier - giraffe</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Five Stars</td>\n      <td>Perfect</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Five StarsPerfect</td>\n      <td>pos</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>911821018</td>\n      <td>wubbanub lamb infant pacifier</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Five Stars</td>\n      <td>Amazing addition to the nursery!</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Five StarsAmazing addition to the nursery!</td>\n      <td>pos</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "senti=df\n",
    "#Classifying text based on sentiments(positive or negative)\n",
    "senti[\"senti\"] = senti[\"star_rating\"]>=4\n",
    "senti[\"senti\"] = senti[\"senti\"].replace([True , False] , [\"pos\" , \"neg\"])\n",
    "senti.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x1d536b513c8>"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Count of reviews based on sentiments\n",
    "senti[\"senti\"].value_counts().plot.bar(color=['green', 'blue'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 将标点符号用空格替换\n",
    "import re\n",
    "cleanup_re = re.compile('[^a-z]+')\n",
    "def cleanup(sentence):\n",
    "    sentence = str(sentence)\n",
    "    sentence = sentence.lower()\n",
    "    sentence = cleanup_re.sub(' ', sentence).strip()\n",
    "    #sentence = \" \".join(nltk.word_tokenize(sentence))\n",
    "    return sentence\n",
    "\n",
    "senti[\"Summary_Clean\"] = senti[\"review_headline_body\"].apply(cleanup)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                                           Summary_Clean senti  \\\n7510                                 five starsvery cute   pos   \n1179   favorite these are my baby s favorite she has ...   pos   \n2291                    five starsgreat baby shower gift   pos   \n12897  the chomp the chomp baby pacifier is hilarious...   pos   \n8025                                  five starstoo cute   pos   \n\n                                                   words  \n7510                             [five, starsvery, cute]  \n1179   [favorite, these, are, my, baby, s, favorite, ...  \n2291              [five, starsgreat, baby, shower, gift]  \n12897  [the, chomp, the, chomp, baby, pacifier, is, h...  \n8025                              [five, starstoo, cute]  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Summary_Clean</th>\n      <th>senti</th>\n      <th>words</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>7510</th>\n      <td>five starsvery cute</td>\n      <td>pos</td>\n      <td>[five, starsvery, cute]</td>\n    </tr>\n    <tr>\n      <th>1179</th>\n      <td>favorite these are my baby s favorite she has ...</td>\n      <td>pos</td>\n      <td>[favorite, these, are, my, baby, s, favorite, ...</td>\n    </tr>\n    <tr>\n      <th>2291</th>\n      <td>five starsgreat baby shower gift</td>\n      <td>pos</td>\n      <td>[five, starsgreat, baby, shower, gift]</td>\n    </tr>\n    <tr>\n      <th>12897</th>\n      <td>the chomp the chomp baby pacifier is hilarious...</td>\n      <td>pos</td>\n      <td>[the, chomp, the, chomp, baby, pacifier, is, h...</td>\n    </tr>\n    <tr>\n      <th>8025</th>\n      <td>five starstoo cute</td>\n      <td>pos</td>\n      <td>[five, starstoo, cute]</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Splitting training and testing dataset\n",
    "split = senti[[\"Summary_Clean\" , \"senti\"]]\n",
    "train=split.sample(frac=0.8,random_state=200)\n",
    "test=split.drop(train.index)\n",
    "train[\"words\"] = train[\"Summary_Clean\"].str.lower().str.split()\n",
    "test[\"words\"] = test[\"Summary_Clean\"].str.lower().str.split()\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [],
   "source": [
    "#BUILDING COUNTER AND TFIDF VECTOR FOR TEST<TRAIN AND CHECK DATA\n",
    "from sklearn.feature_extraction.text import TfidfTransformer\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "stopwords = [\n",
    "    \"a\", \"about\", \"above\", \"across\", \"after\", \"afterwards\", \"again\", \"against\",\n",
    "    \"all\", \"almost\", \"alone\", \"along\", \"already\", \"also\", \"although\", \"always\",\n",
    "    \"am\", \"among\", \"amongst\", \"amoungst\", \"amount\", \"an\", \"and\", \"another\",\n",
    "    \"any\", \"anyhow\", \"anyone\", \"anything\", \"anyway\", \"anywhere\", \"are\",\n",
    "    \"around\", \"as\", \"at\", \"back\", \"be\", \"became\", \"because\", \"become\",\n",
    "    \"becomes\", \"becoming\", \"been\", \"before\", \"beforehand\", \"behind\", \"being\",\n",
    "    \"below\", \"beside\", \"besides\", \"between\", \"beyond\", \"bill\", \"both\",\n",
    "    \"bottom\", \"but\", \"by\", \"call\", \"can\", \"cannot\", \"cant\", \"co\", \"con\",\n",
    "    \"could\", \"couldnt\", \"cry\", \"de\", \"describe\", \"detail\", \"do\", \"done\",\n",
    "    \"down\", \"due\", \"during\", \"each\", \"eg\", \"eight\", \"either\", \"eleven\", \"else\",\n",
    "    \"elsewhere\", \"empty\", \"enough\", \"etc\", \"even\", \"ever\", \"every\", \"everyone\",\n",
    "    \"everything\", \"everywhere\", \"except\", \"few\", \"fifteen\", \"fifty\", \"fill\",\n",
    "    \"find\", \"fire\", \"first\", \"five\", \"for\", \"former\", \"formerly\", \"forty\",\n",
    "    \"found\", \"four\", \"from\", \"front\", \"full\", \"further\", \"get\", \"give\", \"go\",\n",
    "    \"had\", \"has\", \"hasnt\", \"have\", \"he\", \"hence\", \"her\", \"here\", \"hereafter\",\n",
    "    \"hereby\", \"herein\", \"hereupon\", \"hers\", \"herself\", \"him\", \"himself\", \"his\",\n",
    "    \"how\", \"however\", \"hundred\", \"i\", \"ie\", \"if\", \"in\", \"inc\", \"indeed\",\n",
    "    \"interest\", \"into\", \"is\", \"it\", \"its\", \"itself\", \"keep\", \"last\", \"latter\",\n",
    "    \"latterly\", \"least\", \"less\", \"ltd\", \"made\", \"many\", \"may\", \"me\",\n",
    "    \"meanwhile\", \"might\", \"mill\", \"mine\", \"more\", \"moreover\", \"most\", \"mostly\",\n",
    "    \"move\", \"much\", \"must\", \"my\", \"myself\", \"name\", \"namely\", \"neither\",\n",
    "    \"never\", \"nevertheless\", \"next\", \"nine\", \"no\", \"nobody\", \"none\", \"noone\",\n",
    "    \"nor\", \"not\", \"nothing\", \"now\", \"nowhere\", \"of\", \"off\", \"often\", \"on\",\n",
    "    \"once\", \"one\", \"only\", \"onto\", \"or\", \"other\", \"others\", \"otherwise\", \"our\",\n",
    "    \"ours\", \"ourselves\", \"out\", \"over\", \"own\", \"part\", \"per\", \"perhaps\",\n",
    "    \"please\", \"put\", \"rather\", \"re\", \"same\", \"see\", \"seem\", \"seemed\",\n",
    "    \"seeming\", \"seems\", \"serious\", \"several\", \"she\", \"should\", \"show\", \"side\",\n",
    "    \"since\", \"sincere\", \"six\", \"sixty\", \"so\", \"some\", \"somehow\", \"someone\",\n",
    "    \"something\", \"sometime\", \"sometimes\", \"somewhere\", \"still\", \"such\",\n",
    "    \"system\", \"take\", \"ten\", \"than\", \"that\", \"the\", \"their\", \"them\",\n",
    "    \"themselves\", \"then\", \"thence\", \"there\", \"thereafter\", \"thereby\",\n",
    "    \"therefore\", \"therein\", \"thereupon\", \"these\", \"they\", \"thick\", \"thin\",\n",
    "    \"third\", \"this\", \"those\", \"though\", \"three\", \"through\", \"throughout\",\n",
    "    \"thru\", \"thus\", \"to\", \"together\", \"too\", \"top\", \"toward\", \"towards\",\n",
    "    \"twelve\", \"twenty\", \"two\", \"un\", \"under\", \"until\", \"up\", \"upon\", \"us\",\n",
    "    \"very\", \"via\", \"was\", \"we\", \"well\", \"were\", \"what\", \"whatever\", \"when\",\n",
    "    \"whence\", \"whenever\", \"where\", \"whereafter\", \"whereas\", \"whereby\",\n",
    "    \"wherein\", \"whereupon\", \"wherever\", \"whether\", \"which\", \"while\", \"whither\",\n",
    "    \"who\", \"whoever\", \"whole\", \"whom\", \"whose\", \"why\", \"will\", \"with\",\n",
    "    \"within\", \"without\", \"would\", \"yet\", \"you\", \"your\", \"yours\", \"yourself\",\n",
    "    \"yourselves\",'one','two','three','four','five','baby', 'boy', 'buy', 'come',\n",
    "    'daughter', 'exactly', 'favorite', 'friend', 'good', 'great','item', 'just',\n",
    "    'kid', 'like', 'love', 'make', 'month', 'newborn', 'paci', 'pacifier', 'pacis', \n",
    "    'receive', 'recommend', 'son', 'starsgreat', 'starslove','try', 'use',  'wubbanub']\n",
    "\n",
    "tfidf_transformer = TfidfTransformer()\n",
    "count_vect = CountVectorizer(min_df=2 ,stop_words=stopwords ,\n",
    "                             ngram_range=(1,2))\n",
    "X_train_counts = count_vect.fit_transform(train[\"Summary_Clean\"])        \n",
    "X_train_tfidf = tfidf_transformer.fit_transform(X_train_counts)\n",
    "X_new_counts = count_vect.transform(test[\"Summary_Clean\"])\n",
    "X_test_tfidf = tfidf_transformer.transform(X_new_counts)\n",
    "# checktfidf = tfidf_transformer.transform(checkcounts)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Multinomial Accuracy : 0.8307692307692308\n"
     ]
    }
   ],
   "source": [
    "prediction =  {} ## For storing results of different classifiers\n",
    "#Fitting Multinomial NB\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "model1 = MultinomialNB().fit(X_train_tfidf , train[\"senti\"])\n",
    "prediction['Multinomial'] = model1.predict_proba(X_test_tfidf)[:,1]\n",
    "print(\"Multinomial Accuracy : {}\".format(model1.score(X_test_tfidf , test[\"senti\"])))\n",
    "\n",
    "# check[\"multi\"] = model1.predict(checktfidf)## Predicting Sentiment for Check which was Null values for rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bernoulli Accuracy : 0.8402714932126697\n"
     ]
    }
   ],
   "source": [
    "#Fitting Bernouli NB\n",
    "from sklearn.naive_bayes import BernoulliNB\n",
    "model2 = BernoulliNB().fit(X_train_tfidf,train[\"senti\"])\n",
    "prediction['Bernoulli'] = model2.predict_proba(X_test_tfidf)[:,1]\n",
    "print(\"Bernoulli Accuracy : {}\".format(model2.score(X_test_tfidf , test[\"senti\"])))\n",
    "\n",
    "# check[\"Bill\"] = model2.predict(checktfidf)## Predicting Sentiment for Check which was Null values for rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression Accuracy : 0.8927601809954752\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "e:\\scut\\大三\\pythonproject\\mcm2020\\venv\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:940: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n"
     ]
    }
   ],
   "source": [
    "#Fitting Logistic Regression\n",
    "from sklearn import linear_model\n",
    "logreg = linear_model.LogisticRegression(solver='lbfgs' , C=1000)\n",
    "logistic = logreg.fit(X_train_tfidf, train[\"senti\"])\n",
    "prediction['LogisticRegression'] = logreg.predict_proba(X_test_tfidf)[:,1]\n",
    "print(\"Logistic Regression Accuracy : {}\".format(logreg.score(X_test_tfidf , test[\"senti\"])))\n",
    "\n",
    "# check[\"log\"] = logreg.predict(checktfidf)## Predicting Sentiment for Check which was Null values for rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "#Getting Most Occurence words in training test\n",
    "words = count_vect.get_feature_names()\n",
    "feature_coefs = pd.DataFrame(\n",
    "    data = list(zip(words, logistic.coef_[0])),\n",
    "    columns = ['feature', 'coef'])\n",
    "feature_coefs=feature_coefs.sort_values(by=\"coef\")\n",
    "feature_coefs.sort_values(by=\"coef\").to_csv('feature_coefs_'+product+'.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "import numpy as np\n",
    "\n",
    "#To check out which classifier is doing what\n",
    "def formatt(x):\n",
    "    if x == 'neg':\n",
    "        return 0\n",
    "    if x == 0:\n",
    "        return 0\n",
    "    return 1\n",
    "vfunc = np.vectorize(formatt)\n",
    "\n",
    "cmp = 0\n",
    "colors = ['k', 'b', 'g', 'm', 'y']\n",
    "for model, predicted in prediction.items():\n",
    "    if model not in 'Naive':\n",
    "        false_positive_rate, true_positive_rate, thresholds = roc_curve(test[\"senti\"].map(vfunc), predicted)\n",
    "        roc_auc = auc(false_positive_rate, true_positive_rate)\n",
    "        plt.plot(false_positive_rate, true_positive_rate, colors[cmp], label='%s: AUC %0.2f'% (model,roc_auc))\n",
    "        cmp += 1\n",
    "# 对比三种模型的分类效果，发现线性回归效果最好\n",
    "plt.title('Classifiers comparaison with ROC')\n",
    "plt.legend(loc='lower right')\n",
    "plt.plot([0,1],[0,1],'r--')\n",
    "plt.xlim([-0.1,1.2])\n",
    "plt.ylim([-0.1,1.2])\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.xlabel('False Positive Rate')\n",
    "fig=plt.gcf()\n",
    "# fig.savefig('ROC_'+product+'_all_withSW.png')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Multinomial:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "    positive       1.00      0.02      0.04       382\n",
      "    negative       0.83      1.00      0.91      1828\n",
      "\n",
      "    accuracy                           0.83      2210\n",
      "   macro avg       0.92      0.51      0.47      2210\n",
      "weighted avg       0.86      0.83      0.76      2210\n",
      "\n",
      "\n",
      "\n",
      " Bernoulli:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "    positive       0.58      0.27      0.37       382\n",
      "    negative       0.86      0.96      0.91      1828\n",
      "\n",
      "    accuracy                           0.84      2210\n",
      "   macro avg       0.72      0.62      0.64      2210\n",
      "weighted avg       0.81      0.84      0.82      2210\n",
      "\n",
      "\n",
      "\n",
      " LogisticRegression:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "    positive       0.74      0.59      0.66       382\n",
      "    negative       0.92      0.96      0.94      1828\n",
      "\n",
      "    accuracy                           0.89      2210\n",
      "   macro avg       0.83      0.77      0.80      2210\n",
      "weighted avg       0.89      0.89      0.89      2210\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 对比三种模型的精确率、召回率、F1，加权各项得分，发现线性回归效果最好\n",
    "test.senti = test.senti.replace([\"pos\" , \"neg\"] , [True , False] )\n",
    "keys = prediction.keys()\n",
    "for key in ['Multinomial', 'Bernoulli', 'LogisticRegression']:\n",
    "    print(\" {}:\".format(key))\n",
    "    print(metrics.classification_report(test[\"senti\"], prediction.get(key)>.5, \n",
    "                                        target_names = [\"positive\", \"negative\"]))\n",
    "    print(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "outputs": [
    {
     "data": {
      "text/plain": "       product_parent                                      product_title  \\\n0           572944212           mary meyer wubbanub plush pacifier, lamb   \n1           911821018                      wubbanub lamb infant pacifier   \n2           392768822                 wubbanub infant pacifier - giraffe   \n3           392768822                 wubbanub infant pacifier - giraffe   \n4           911821018                      wubbanub lamb infant pacifier   \n...               ...                                                ...   \n18934        51313971  munchkin deluxe bottle  and food warmer with p...   \n18935        51313971  munchkin deluxe bottle  and food warmer with p...   \n18936        51313971  munchkin deluxe bottle  and food warmer with p...   \n18937        51313971  munchkin deluxe bottle  and food warmer with p...   \n18938        51313971  munchkin deluxe bottle  and food warmer with p...   \n\n       star_rating  helpful_votes  total_votes  vine  verified_purchase  \\\n0              5.0            0.0          0.0   0.0                1.0   \n1              5.0            0.0          0.0   0.0                1.0   \n2              5.0            0.0          0.0   0.0                1.0   \n3              5.0            0.0          0.0   0.0                1.0   \n4              5.0            0.0          0.0   0.0                1.0   \n...            ...            ...          ...   ...                ...   \n18934          2.0            0.0          0.0   0.0                0.0   \n18935          4.0            1.0          1.0   0.0                0.0   \n18936          5.0            0.0          0.0   0.0                0.0   \n18937          1.0            2.0          2.0   0.0                0.0   \n18938          2.0            0.0          0.0   0.0                0.0   \n\n                    review_headline  \\\n0                        Love this!   \n1                            Love 💕   \n2                        Five Stars   \n3                        Five Stars   \n4                        Five Stars   \n...                             ...   \n18934         Not for bottle liners   \n18935            good enough for me   \n18936                    I love it!   \n18937               save your money   \n18938  Always makes bottles too hot   \n\n                                             review_body review_date  \\\n0      Perfect match for the Gund Huggybuddy I bought...  2015-08-31   \n1             My little girl love this paci contraption!  2015-08-31   \n2      My son loves this one and will only sleep if h...  2015-08-31   \n3                                                Perfect  2015-08-31   \n4                       Amazing addition to the nursery!  2015-08-31   \n...                                                  ...         ...   \n18934  We have been using the bottle warmer and have ...  2004-05-24   \n18935  This isn't the greatest product ever invented,...  2004-04-04   \n18936  I love this bottle warmer.  After researching ...  2004-04-04   \n18937  I finally broke down and opened this shower gi...  2003-12-02   \n18938  We bought this bottle warmer two weeks ago bec...  2003-04-27   \n\n       helpful_rate                               review_headline_body senti  \\\n0               0.0  Love this!Perfect match for the Gund Huggybudd...   pos   \n1               0.0   Love 💕My little girl love this paci contraption!   pos   \n2               0.0  Five StarsMy son loves this one and will only ...   pos   \n3               0.0                                  Five StarsPerfect   pos   \n4               0.0         Five StarsAmazing addition to the nursery!   pos   \n...             ...                                                ...   ...   \n18934           0.0  Not for bottle linersWe have been using the bo...   neg   \n18935           1.0  good enough for meThis isn't the greatest prod...   pos   \n18936           0.0  I love it!I love this bottle warmer.  After re...   pos   \n18937           1.0  save your moneyI finally broke down and opened...   neg   \n18938           0.0  Always makes bottles too hotWe bought this bot...   neg   \n\n                                           Summary_Clean  pos_prob  \n0      love this perfect match for the gund huggybudd...  1.000000  \n1         love my little girl love this paci contraption  0.999397  \n2      five starsmy son loves this one and will only ...  1.000000  \n3                                      five starsperfect  1.000000  \n4              five starsamazing addition to the nursery  0.999939  \n...                                                  ...       ...  \n18934  not for bottle linerswe have been using the bo...  0.014768  \n18935  good enough for methis isn t the greatest prod...  0.999301  \n18936  i love it i love this bottle warmer after rese...  0.987004  \n18937  save your moneyi finally broke down and opened...  0.010354  \n18938  always makes bottles too hotwe bought this bot...  0.015807  \n\n[11049 rows x 15 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>product_parent</th>\n      <th>product_title</th>\n      <th>star_rating</th>\n      <th>helpful_votes</th>\n      <th>total_votes</th>\n      <th>vine</th>\n      <th>verified_purchase</th>\n      <th>review_headline</th>\n      <th>review_body</th>\n      <th>review_date</th>\n      <th>helpful_rate</th>\n      <th>review_headline_body</th>\n      <th>senti</th>\n      <th>Summary_Clean</th>\n      <th>pos_prob</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>572944212</td>\n      <td>mary meyer wubbanub plush pacifier, lamb</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Love this!</td>\n      <td>Perfect match for the Gund Huggybuddy I bought...</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Love this!Perfect match for the Gund Huggybudd...</td>\n      <td>pos</td>\n      <td>love this perfect match for the gund huggybudd...</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>911821018</td>\n      <td>wubbanub lamb infant pacifier</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Love 💕</td>\n      <td>My little girl love this paci contraption!</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Love 💕My little girl love this paci contraption!</td>\n      <td>pos</td>\n      <td>love my little girl love this paci contraption</td>\n      <td>0.999397</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>392768822</td>\n      <td>wubbanub infant pacifier - giraffe</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Five Stars</td>\n      <td>My son loves this one and will only sleep if h...</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Five StarsMy son loves this one and will only ...</td>\n      <td>pos</td>\n      <td>five starsmy son loves this one and will only ...</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>392768822</td>\n      <td>wubbanub infant pacifier - giraffe</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Five Stars</td>\n      <td>Perfect</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Five StarsPerfect</td>\n      <td>pos</td>\n      <td>five starsperfect</td>\n      <td>1.000000</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>911821018</td>\n      <td>wubbanub lamb infant pacifier</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Five Stars</td>\n      <td>Amazing addition to the nursery!</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Five StarsAmazing addition to the nursery!</td>\n      <td>pos</td>\n      <td>five starsamazing addition to the nursery</td>\n      <td>0.999939</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>18934</th>\n      <td>51313971</td>\n      <td>munchkin deluxe bottle  and food warmer with p...</td>\n      <td>2.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>Not for bottle liners</td>\n      <td>We have been using the bottle warmer and have ...</td>\n      <td>2004-05-24</td>\n      <td>0.0</td>\n      <td>Not for bottle linersWe have been using the bo...</td>\n      <td>neg</td>\n      <td>not for bottle linerswe have been using the bo...</td>\n      <td>0.014768</td>\n    </tr>\n    <tr>\n      <th>18935</th>\n      <td>51313971</td>\n      <td>munchkin deluxe bottle  and food warmer with p...</td>\n      <td>4.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>good enough for me</td>\n      <td>This isn't the greatest product ever invented,...</td>\n      <td>2004-04-04</td>\n      <td>1.0</td>\n      <td>good enough for meThis isn't the greatest prod...</td>\n      <td>pos</td>\n      <td>good enough for methis isn t the greatest prod...</td>\n      <td>0.999301</td>\n    </tr>\n    <tr>\n      <th>18936</th>\n      <td>51313971</td>\n      <td>munchkin deluxe bottle  and food warmer with p...</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>I love it!</td>\n      <td>I love this bottle warmer.  After researching ...</td>\n      <td>2004-04-04</td>\n      <td>0.0</td>\n      <td>I love it!I love this bottle warmer.  After re...</td>\n      <td>pos</td>\n      <td>i love it i love this bottle warmer after rese...</td>\n      <td>0.987004</td>\n    </tr>\n    <tr>\n      <th>18937</th>\n      <td>51313971</td>\n      <td>munchkin deluxe bottle  and food warmer with p...</td>\n      <td>1.0</td>\n      <td>2.0</td>\n      <td>2.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>save your money</td>\n      <td>I finally broke down and opened this shower gi...</td>\n      <td>2003-12-02</td>\n      <td>1.0</td>\n      <td>save your moneyI finally broke down and opened...</td>\n      <td>neg</td>\n      <td>save your moneyi finally broke down and opened...</td>\n      <td>0.010354</td>\n    </tr>\n    <tr>\n      <th>18938</th>\n      <td>51313971</td>\n      <td>munchkin deluxe bottle  and food warmer with p...</td>\n      <td>2.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>Always makes bottles too hot</td>\n      <td>We bought this bottle warmer two weeks ago bec...</td>\n      <td>2003-04-27</td>\n      <td>0.0</td>\n      <td>Always makes bottles too hotWe bought this bot...</td>\n      <td>neg</td>\n      <td>always makes bottles too hotwe bought this bot...</td>\n      <td>0.015807</td>\n    </tr>\n  </tbody>\n</table>\n<p>11049 rows × 15 columns</p>\n</div>"
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 用线性回归模型预测每一条评论为正面的概率\n",
    "def test_sample( sample,model):\n",
    "    sample_counts = count_vect.transform([sample])\n",
    "    sample_tfidf = tfidf_transformer.transform(sample_counts)\n",
    "    result = model.predict(sample_tfidf)[0]\n",
    "    prob = model.predict_proba(sample_tfidf)[0]\n",
    "    # print(\"Sample estimated as %s: negative prob %f, positive prob %f\" % (result.upper(), prob[0], prob[1]))\n",
    "    return prob[1]\n",
    "df['pos_prob']=df['review_headline_body'].apply(test_sample,args=[logreg])\n",
    "df"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "outputs": [
    {
     "data": {
      "text/plain": "       product_parent                                      product_title  \\\n0           572944212           mary meyer wubbanub plush pacifier, lamb   \n1           911821018                      wubbanub lamb infant pacifier   \n2           392768822                 wubbanub infant pacifier - giraffe   \n3           392768822                 wubbanub infant pacifier - giraffe   \n4           911821018                      wubbanub lamb infant pacifier   \n...               ...                                                ...   \n18934        51313971  munchkin deluxe bottle  and food warmer with p...   \n18935        51313971  munchkin deluxe bottle  and food warmer with p...   \n18936        51313971  munchkin deluxe bottle  and food warmer with p...   \n18937        51313971  munchkin deluxe bottle  and food warmer with p...   \n18938        51313971  munchkin deluxe bottle  and food warmer with p...   \n\n       star_rating  helpful_votes  total_votes  vine  verified_purchase  \\\n0              5.0            0.0          0.0   0.0                1.0   \n1              5.0            0.0          0.0   0.0                1.0   \n2              5.0            0.0          0.0   0.0                1.0   \n3              5.0            0.0          0.0   0.0                1.0   \n4              5.0            0.0          0.0   0.0                1.0   \n...            ...            ...          ...   ...                ...   \n18934          2.0            0.0          0.0   0.0                0.0   \n18935          4.0            1.0          1.0   0.0                0.0   \n18936          5.0            0.0          0.0   0.0                0.0   \n18937          1.0            2.0          2.0   0.0                0.0   \n18938          2.0            0.0          0.0   0.0                0.0   \n\n                    review_headline  \\\n0                        Love this!   \n1                            Love 💕   \n2                        Five Stars   \n3                        Five Stars   \n4                        Five Stars   \n...                             ...   \n18934         Not for bottle liners   \n18935            good enough for me   \n18936                    I love it!   \n18937               save your money   \n18938  Always makes bottles too hot   \n\n                                             review_body review_date  \\\n0      Perfect match for the Gund Huggybuddy I bought...  2015-08-31   \n1             My little girl love this paci contraption!  2015-08-31   \n2      My son loves this one and will only sleep if h...  2015-08-31   \n3                                                Perfect  2015-08-31   \n4                       Amazing addition to the nursery!  2015-08-31   \n...                                                  ...         ...   \n18934  We have been using the bottle warmer and have ...  2004-05-24   \n18935  This isn't the greatest product ever invented,...  2004-04-04   \n18936  I love this bottle warmer.  After researching ...  2004-04-04   \n18937  I finally broke down and opened this shower gi...  2003-12-02   \n18938  We bought this bottle warmer two weeks ago bec...  2003-04-27   \n\n       helpful_rate                               review_headline_body senti  \\\n0               0.0  Love this!Perfect match for the Gund Huggybudd...   pos   \n1               0.0   Love 💕My little girl love this paci contraption!   pos   \n2               0.0  Five StarsMy son loves this one and will only ...   pos   \n3               0.0                                  Five StarsPerfect   pos   \n4               0.0         Five StarsAmazing addition to the nursery!   pos   \n...             ...                                                ...   ...   \n18934           0.0  Not for bottle linersWe have been using the bo...   neg   \n18935           1.0  good enough for meThis isn't the greatest prod...   pos   \n18936           0.0  I love it!I love this bottle warmer.  After re...   pos   \n18937           1.0  save your moneyI finally broke down and opened...   neg   \n18938           0.0  Always makes bottles too hotWe bought this bot...   neg   \n\n                                           Summary_Clean  pos_prob  final_rate  \n0      love this perfect match for the gund huggybudd...  1.000000   79.999996  \n1         love my little girl love this paci contraption  0.999397   79.966240  \n2      five starsmy son loves this one and will only ...  1.000000   79.999999  \n3                                      five starsperfect  1.000000   79.999999  \n4              five starsamazing addition to the nursery  0.999939   79.996582  \n...                                                  ...       ...         ...  \n18934  not for bottle linerswe have been using the bo...  0.014768    9.123624  \n18935  good enough for methis isn t the greatest prod...  0.999301   75.160870  \n18936  i love it i love this bottle warmer after rese...  0.987004   69.363177  \n18937  save your moneyi finally broke down and opened...  0.010354    5.379836  \n18938  always makes bottles too hotwe bought this bot...  0.015807    9.174535  \n\n[11049 rows x 16 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>product_parent</th>\n      <th>product_title</th>\n      <th>star_rating</th>\n      <th>helpful_votes</th>\n      <th>total_votes</th>\n      <th>vine</th>\n      <th>verified_purchase</th>\n      <th>review_headline</th>\n      <th>review_body</th>\n      <th>review_date</th>\n      <th>helpful_rate</th>\n      <th>review_headline_body</th>\n      <th>senti</th>\n      <th>Summary_Clean</th>\n      <th>pos_prob</th>\n      <th>final_rate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>572944212</td>\n      <td>mary meyer wubbanub plush pacifier, lamb</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Love this!</td>\n      <td>Perfect match for the Gund Huggybuddy I bought...</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Love this!Perfect match for the Gund Huggybudd...</td>\n      <td>pos</td>\n      <td>love this perfect match for the gund huggybudd...</td>\n      <td>1.000000</td>\n      <td>79.999996</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>911821018</td>\n      <td>wubbanub lamb infant pacifier</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Love 💕</td>\n      <td>My little girl love this paci contraption!</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Love 💕My little girl love this paci contraption!</td>\n      <td>pos</td>\n      <td>love my little girl love this paci contraption</td>\n      <td>0.999397</td>\n      <td>79.966240</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>392768822</td>\n      <td>wubbanub infant pacifier - giraffe</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Five Stars</td>\n      <td>My son loves this one and will only sleep if h...</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Five StarsMy son loves this one and will only ...</td>\n      <td>pos</td>\n      <td>five starsmy son loves this one and will only ...</td>\n      <td>1.000000</td>\n      <td>79.999999</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>392768822</td>\n      <td>wubbanub infant pacifier - giraffe</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Five Stars</td>\n      <td>Perfect</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Five StarsPerfect</td>\n      <td>pos</td>\n      <td>five starsperfect</td>\n      <td>1.000000</td>\n      <td>79.999999</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>911821018</td>\n      <td>wubbanub lamb infant pacifier</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>1.0</td>\n      <td>Five Stars</td>\n      <td>Amazing addition to the nursery!</td>\n      <td>2015-08-31</td>\n      <td>0.0</td>\n      <td>Five StarsAmazing addition to the nursery!</td>\n      <td>pos</td>\n      <td>five starsamazing addition to the nursery</td>\n      <td>0.999939</td>\n      <td>79.996582</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>18934</th>\n      <td>51313971</td>\n      <td>munchkin deluxe bottle  and food warmer with p...</td>\n      <td>2.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>Not for bottle liners</td>\n      <td>We have been using the bottle warmer and have ...</td>\n      <td>2004-05-24</td>\n      <td>0.0</td>\n      <td>Not for bottle linersWe have been using the bo...</td>\n      <td>neg</td>\n      <td>not for bottle linerswe have been using the bo...</td>\n      <td>0.014768</td>\n      <td>9.123624</td>\n    </tr>\n    <tr>\n      <th>18935</th>\n      <td>51313971</td>\n      <td>munchkin deluxe bottle  and food warmer with p...</td>\n      <td>4.0</td>\n      <td>1.0</td>\n      <td>1.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>good enough for me</td>\n      <td>This isn't the greatest product ever invented,...</td>\n      <td>2004-04-04</td>\n      <td>1.0</td>\n      <td>good enough for meThis isn't the greatest prod...</td>\n      <td>pos</td>\n      <td>good enough for methis isn t the greatest prod...</td>\n      <td>0.999301</td>\n      <td>75.160870</td>\n    </tr>\n    <tr>\n      <th>18936</th>\n      <td>51313971</td>\n      <td>munchkin deluxe bottle  and food warmer with p...</td>\n      <td>5.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>I love it!</td>\n      <td>I love this bottle warmer.  After researching ...</td>\n      <td>2004-04-04</td>\n      <td>0.0</td>\n      <td>I love it!I love this bottle warmer.  After re...</td>\n      <td>pos</td>\n      <td>i love it i love this bottle warmer after rese...</td>\n      <td>0.987004</td>\n      <td>69.363177</td>\n    </tr>\n    <tr>\n      <th>18937</th>\n      <td>51313971</td>\n      <td>munchkin deluxe bottle  and food warmer with p...</td>\n      <td>1.0</td>\n      <td>2.0</td>\n      <td>2.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>save your money</td>\n      <td>I finally broke down and opened this shower gi...</td>\n      <td>2003-12-02</td>\n      <td>1.0</td>\n      <td>save your moneyI finally broke down and opened...</td>\n      <td>neg</td>\n      <td>save your moneyi finally broke down and opened...</td>\n      <td>0.010354</td>\n      <td>5.379836</td>\n    </tr>\n    <tr>\n      <th>18938</th>\n      <td>51313971</td>\n      <td>munchkin deluxe bottle  and food warmer with p...</td>\n      <td>2.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>0.0</td>\n      <td>Always makes bottles too hot</td>\n      <td>We bought this bottle warmer two weeks ago bec...</td>\n      <td>2003-04-27</td>\n      <td>0.0</td>\n      <td>Always makes bottles too hotWe bought this bot...</td>\n      <td>neg</td>\n      <td>always makes bottles too hotwe bought this bot...</td>\n      <td>0.015807</td>\n      <td>9.174535</td>\n    </tr>\n  </tbody>\n</table>\n<p>11049 rows × 16 columns</p>\n</div>"
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 综合实际打分、预测出的的评论为正面的概率、“有用”比例、是否购买、是否是会员五项指标计算出综合得分\n",
    "df['final_rate']=(df['star_rating']*6+df['pos_prob']*70)*(0.7+df['helpful_rate']*0.1+df['verified_purchase']*0.1+df['vine']*0.1)\n",
    "df=df.fillna(0)\n",
    "# 将结果输出\n",
    "# df.groupby(['product_parent','review_date'.month])['final_rate'].mean()\n",
    "# df.to_csv('classified_'+product+'.csv')\n",
    "df"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x1080 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#WORDCLOUD for overall reviews\n",
    "from wordcloud import WordCloud, STOPWORDS\n",
    "stopwords = set(STOPWORDS)\n",
    "\n",
    "\n",
    "mpl.rcParams['font.size']=12                #10 \n",
    "mpl.rcParams['savefig.dpi']=100             #72 \n",
    "mpl.rcParams['figure.subplot.bottom']=.1 \n",
    "\n",
    "\n",
    "def show_wordcloud(data, title = 'All Words'):\n",
    "    wordcloud = WordCloud(\n",
    "        background_color='white',\n",
    "        stopwords=stopwords,\n",
    "        max_words=300,\n",
    "        max_font_size=40, \n",
    "        scale=3,\n",
    "        random_state=1 # chosen at random by flipping a coin; it was heads\n",
    "        \n",
    "    ).generate(str(data))\n",
    "    \n",
    "    fig = plt.figure(1, figsize=(15, 15))\n",
    "    plt.axis('off')\n",
    "    if title: \n",
    "        fig.suptitle(title, fontsize=20)\n",
    "        fig.subplots_adjust(top=2.3)\n",
    "\n",
    "    plt.imshow(wordcloud)\n",
    "    # plt.show()\n",
    "    fig=plt.gcf()\n",
    "    fig.savefig(title+\"_\"+product+'.png')\n",
    "    plt.show()\n",
    "show_wordcloud(senti[\"Summary_Clean\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x1080 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 正面评价的词云\n",
    "#WORDCLOUD based on positive reviews\n",
    "show_wordcloud(senti[\"Summary_Clean\"][senti.senti == \"pos\"] , title=\"Postive Words\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1080x1080 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 负面评价的词云\n",
    "#wordcloud based on negative reviews\n",
    "show_wordcloud(senti[\"Summary_Clean\"][senti.senti == \"neg\"] , title=\"Negative Words\")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}